{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 层次聚类算法 ##\n",
    "\n",
    "层次聚类(Hierarchical Clustering)是聚类算法的一种，通过计算不同类别数据点间的相似度来创建一棵有层次的嵌套聚类树。\n",
    "\n",
    "在聚类树中，不同类别的原始数据点是树的最低层，树的顶层是一个聚类的根节点。\n",
    "\n",
    "创建聚类树有自下而上合并和自上而下分裂两种方法，本篇文章介绍合并方法。\n",
    "\n",
    "![这里写图片描述](https://imgconvert.csdnimg.cn/aHR0cDovL2ltZy5ibG9nLmNzZG4ubmV0LzIwMTgwMTA3MTY1NTMxNzc4?x-oss-process=image/format,png)"
   ]
  },
  {
   "attachments": {
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     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 层次聚类的合并算法AGNES（凝聚算法）\n",
    "\n",
    "\n",
    "层次聚类的合并算法通过计算两类数据点间的相似性，对所有数据点中最为相似的两个数据点进行组合，并反复迭代这一过程。\n",
    "\n",
    "简单的说层次聚类的合并算法是通过计算每一个类别的数据点与所有数据点之间的距离来确定它们之间的相似性，距离越小，相似度越高。\n",
    "\n",
    "并将距离最近的两个数据点或类别进行组合，生成聚类树。\n",
    "\n",
    "而当两个数据点进行组合成后，用一个新的代表点，替换原有的两个数据点，再进行下次组合。\n",
    "\n",
    "其中距离的计算可以使用曼哈顿距离、欧几里得或者皮尔徐相似度进行计算。\n",
    "\n",
    "**距离的度量包含四种方式 ：**\n",
    "\n",
    "    (1)最小距离（单链(MIN)）:定义簇的邻近度为不同两个簇的两个最近的点之间的距离。\n",
    "    \n",
    "    (2)最大距离（全链(MAX)）:定义簇的邻近度为不同两个簇的两个最远的点之间的距离。\n",
    "    \n",
    "    (3)平均距离（组平均）：定义簇的邻近度为取自两个不同簇的所有点对邻近度的平均值。\n",
    "    \n",
    "    (4)均值距离（Ward 方法的接近函数）：质心方法通过计算集群的质心之间的距离来计算两个簇的接近度。\n",
    "    \n",
    "    对于 Ward 方法来说，两个簇的接近度指的是当两个簇合并时产生的平方误差的增量。\n",
    "    \n",
    "\n",
    "![image.png](attachment:b2bbff31-4e7e-4ab3-925d-891b19c8f242.png)\n",
    "\n",
    "这里我们使用两个数据点的中心位置替换原有数据点。\n",
    "\n",
    "当然除了凝聚的层次聚类，还有分裂的层次聚类算法DIANA，过程与凝聚的算法相反。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 层次聚类树状图\n",
    "\n",
    "\n",
    "将前面的每一步的计算结果以树状图的形式展现出来就是层次聚类树。\n",
    "\n",
    "最底层是原始A到G的7个数据点。\n",
    "\n",
    "依照7个数据点间的相似度组合为聚类树的第二层(A,F),(B,C),(D,E)和G。以此类推生成完整的层次聚类树状图。\n",
    "\n",
    "以下为简单的示意图。\n",
    "\n",
    "![这里写图片描述](https://imgconvert.csdnimg.cn/aHR0cDovL2ltZy5ibG9nLmNzZG4ubmV0LzIwMTgwMTA3MTcwMDU2MTg1?x-oss-process=image/format,png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 加载数据集\n",
    "\n",
    "\n",
    "使用我们一贯的文本数据集结构。\n",
    "\n",
    "每行为一个文档（链接或者文档名），每列为一个文档特征（单词），每个单元格的取值为单词在文档中出现的次数。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2022-09-18 10:52:25--  http://luanpeng.oss-cn-qingdao.aliyuncs.com/csdn/python/%E8%81%9A%E7%B1%BB/blogdata.txt\n",
      "Resolving luanpeng.oss-cn-qingdao.aliyuncs.com (luanpeng.oss-cn-qingdao.aliyuncs.com)... 47.104.37.237\n",
      "Connecting to luanpeng.oss-cn-qingdao.aliyuncs.com (luanpeng.oss-cn-qingdao.aliyuncs.com)|47.104.37.237|:80... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 147123 (144K) [text/plain]\n",
      "Saving to: ‘blogdata.txt’\n",
      "\n",
      "blogdata.txt        100%[===================>] 143.67K  --.-KB/s    in 0.1s    \n",
      "\n",
      "2022-09-18 10:52:25 (1.10 MB/s) - ‘blogdata.txt’ saved [147123/147123]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 数据集下载\n",
    "!wget http://luanpeng.oss-cn-qingdao.aliyuncs.com/csdn/python/%E8%81%9A%E7%B1%BB/blogdata.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "Blog\t    china\tkids\tmusic\tyahoo\twant\t...\n",
    "Wonkette\t0\t    2\t    1\t    0\t    6\t\t...\n",
    "Publishing  2\t    0\t    0\t    7\t    4\t\t...\n",
    "...\t\t\t...\t\t...\t\t...\t\t...\t\t...\t\t...\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "\n",
    "可以试试运行以下代码完成加载数据集，获取列名，行名，样本数据集\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取表格型数据，获取特征数据集。\n",
    "def readfile(filename):\n",
    "    lines=[line for line in open(filename)]\n",
    "\n",
    "    # 第一行是列标题\n",
    "    colnames=lines[0].strip().split('\\t')[1:]\n",
    "    rownames=[]\n",
    "    data=[]\n",
    "    for line in lines[1:]:\n",
    "        p=line.strip().split('\\t')\n",
    "        # 每行的第一列是行名\n",
    "        rownames.append(p[0])\n",
    "        # 剩余部分就是该行对应的数据\n",
    "        onerow = [float(x) for x in p[1:]]\n",
    "        data.append(onerow)\n",
    "    return rownames,colnames,data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 层次聚类构建聚类树\n",
    "\n",
    "\n",
    "层次聚类构建决策树的过程：\n",
    "\n",
    "1、将每个样本点都初始化为一个独立的聚类\n",
    "\n",
    "2、计算数据集中每两个聚类之间的相似度，寻找最相似的两个聚类\n",
    "\n",
    "3、将最相似的两个聚类化为一个聚类，即用两个聚类的均值点做为新聚类替换原有的两个聚类。\n",
    "\n",
    "4、重复2、3直到只剩下一个聚类。\n",
    "\n",
    "这样最后形成的聚类树，每个聚类下都包含左右子聚类。聚类树的叶子节点就是由样本对象初始化来的样本点聚类。\n",
    "\n",
    "**我们先来创建聚类的面向对象类**\n",
    "\n",
    "每个聚类都包含左右子聚类，以及代表此聚类的中心点。\n",
    "\n",
    "另外我们还添加了聚类的id代表聚类在聚类树中的深度，以及左右子聚类的相似度的值。\n",
    "\n",
    "决策树就是根节点这个聚类。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义一个聚类，包含左右子聚类。\n",
    "class bicluster:\n",
    "    def __init__(self,vec,left=None,right=None,distance=0.0,id=None):\n",
    "        self.left=left    #左子聚类\n",
    "        self.right=right  #右子聚类\n",
    "        self.vec=vec      #聚类的中心点\n",
    "        self.id=id        #聚类的id\n",
    "        self.distance=distance  #左右子聚类间的距离（相似度）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**计算每个聚类点之间的相似度。**\n",
    "\n",
    "构建了聚类的类型，我们还要能计算两个聚类的相似度。\n",
    "\n",
    "我们知道每个聚类都有一个代表该聚类的中心点，我们通过两个聚类的中心点，计算两个聚类的相似度。\n",
    "\n",
    "在推荐和匹配一章中，我们使用欧氏距离和皮尔逊相似度为例对两个影评者的相似度进行计算。\n",
    "\n",
    "在文本聚类中，一些博客比其他博客的文章更长一些，包含更多的文章单词。\n",
    "\n",
    "皮尔逊相似度是判断两个数组与一条直线的拟合程度，因此更适合对两个不同长度的数组进行计算。（两个数组的长度其实是相同的，只是两个数值包含非0值的长度是不同的）\n",
    "\n",
    "我们使用皮尔逊相似度计算两个中心点的相似度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算两行的皮尔逊相似度\n",
    "def pearson(v1,v2):\n",
    "    # 简单求和\n",
    "    sum1=sum(v1)\n",
    "    sum2=sum(v2)\n",
    "\n",
    "    # 求平方和\n",
    "    sum1Sq=sum([pow(v,2) for v in v1])\n",
    "    sum2Sq=sum([pow(v,2) for v in v2])\n",
    "\n",
    "    # 求乘积之和\n",
    "    pSum=sum([v1[i]*v2[i] for i in range(len(v1))])\n",
    "\n",
    "    # 计算r\n",
    "    num=pSum-(sum1*sum2/len(v1))\n",
    "    den=sqrt((sum1Sq-pow(sum1,2)/len(v1))*(sum2Sq-pow(sum2,2)/len(v1)))\n",
    "    if den==0: return 0\n",
    "\n",
    "    return 1.0-num/den"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "\n",
    "接下面我们就来构建决策树，获取决策树的根节点。\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据数据集形成聚类树\n",
    "def hcluster(rows,distance=pearson):\n",
    "    distance_set={}\n",
    "    currentclustid=-1\n",
    "\n",
    "    # 最开始聚类就是数据集中的行，每行一个聚类\n",
    "    clust=[bicluster(rows[i],id=i) for i in range(len(rows))]   #原始集合中的聚类都设置了不同的正数id，（使用正数是为了标记这是一个叶节点）（使用不同的数是为了建立配对集合）\n",
    "\n",
    "    while len(clust)>1:\n",
    "        lowestpair=(0,1)\n",
    "        closest=distance(clust[0].vec,clust[1].vec)\n",
    "\n",
    "        # 遍历每一对聚类，寻找距离最小的一对聚类\n",
    "        for i in range(len(clust)):\n",
    "            for j in range(i+1,len(clust)):\n",
    "                # 用distance_set来缓存距离最小的计算值\n",
    "                if (clust[i].id,clust[j].id) not in distance_set:\n",
    "                    distance_set[(clust[i].id,clust[j].id)]=distance(clust[i].vec,clust[j].vec)\n",
    "\n",
    "                d=distance_set[(clust[i].id,clust[j].id)]\n",
    "\n",
    "                if d<closest:\n",
    "                    closest=d\n",
    "                    lowestpair=(i,j)\n",
    "\n",
    "        # 计算距离最近的两个聚类的平均值作为代表新聚类的中心点\n",
    "        mergevec=[(clust[lowestpair[0]].vec[i]+clust[lowestpair[1]].vec[i])/2.0 for i in range(len(clust[0].vec))]\n",
    "\n",
    "        # 将距离最近的两个聚类合并成新的聚类\n",
    "        newcluster=bicluster(mergevec,left=clust[lowestpair[0]],\n",
    "                             right=clust[lowestpair[1]],\n",
    "                             distance=closest,id=currentclustid)\n",
    "\n",
    "        # 不再原始集合中的聚类id设置为负数。为了标记这是一个枝节点\n",
    "        currentclustid-=1\n",
    "        # 删除旧的聚类。（因为旧聚类已经添加为新聚类的左右子聚类了）\n",
    "        del clust[lowestpair[1]]\n",
    "        del clust[lowestpair[0]]\n",
    "        clust.append(newcluster)\n",
    "\n",
    "    return clust[0]   #返回聚类树"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘制决策树\n",
    "\n",
    "\n",
    "1、获取聚类树要显示完整需要的高度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getheight(clusttree):\n",
    "    # 若是叶节点则高度为1\n",
    "    if clusttree.left==None and clusttree.right==None: return 1\n",
    "\n",
    "    # 否则，高度为左右分枝的高度之和\n",
    "    return getheight(clusttree.left)+getheight(clusttree.right)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、获取聚类树要显示完整需要的深度（宽度）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getdepth(clusttree):\n",
    "    # 一个叶节点的距离是0.0\n",
    "    if clusttree.left==None and clusttree.right==None: return 0\n",
    "\n",
    "    # 一个叶节点的距离=左右两侧分支中距离较大者 + 该支节点自身的距离\n",
    "    return max(getdepth(clusttree.left),getdepth(clusttree.right))+clusttree.distance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3、画聚类节点以及子聚类节点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def drawnode(draw,clust,x,y,scaling,labels):\n",
    "    if clust.id<0:\n",
    "        h1=getheight(clust.left)*20\n",
    "        h2=getheight(clust.right)*20\n",
    "        top=y-(h1+h2)/2\n",
    "        bottom=y+(h1+h2)/2\n",
    "        # 线的长度\n",
    "        ll=clust.distance*scaling\n",
    "        # 聚类到其子节点的垂直线\n",
    "        draw.line((x,top+h1/2,x,bottom-h2/2),fill=(255,0,0))\n",
    "\n",
    "        # 连接左侧节点的水平线\n",
    "        draw.line((x,top+h1/2,x+ll,top+h1/2),fill=(255,0,0))\n",
    "\n",
    "        # 连接右侧节点的水平线\n",
    "        draw.line((x,bottom-h2/2,x+ll,bottom-h2/2),fill=(255,0,0))\n",
    "\n",
    "        # 调用函数绘制左右子节点\n",
    "        drawnode(draw,clust.left,x+ll,top+h1/2,scaling,labels)\n",
    "        drawnode(draw,clust.right,x+ll,bottom-h2/2,scaling,labels)\n",
    "    else:\n",
    "        # 如果这是一个叶节点，则绘制节点的标签文本\n",
    "        draw.text((x+5,y-7),labels[clust.id],(0,0,0))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**接着就可以绘制聚类树**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制树状图——为每一个最终生成的聚类创建一个高度为20像素，宽度固定的图片。其中缩放因子是由固定宽度除以总的深度得到的\n",
    "def drawdendrogram(clusttree, labels, jpeg='clusters.jpg'):\n",
    "    # 高度和宽度\n",
    "    h = getheight(clusttree) * 20\n",
    "    w = 1200\n",
    "    depth = getdepth(clusttree)\n",
    "\n",
    "    # 由于宽度是固定的，因此我们需要对距离值做相应的调整。（因为显示窗口宽度固定，高度可上下拖动）\n",
    "    scaling = float(w - 150) / depth\n",
    "\n",
    "    # 新建一个白色背景的图片\n",
    "    img = Image.new('RGB', (w, h), (255, 255, 255))\n",
    "    draw = ImageDraw.Draw(img)\n",
    "\n",
    "    draw.line((0, h / 2, 10, h / 2), fill=(255, 0, 0))\n",
    "\n",
    "    # 画根节点（会迭代调用画子节点）\n",
    "    drawnode(draw, clusttree, 10, (h / 2), scaling, labels)\n",
    "    img.save(jpeg, 'JPEG')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们来测试一下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://mirrors.tencent.com/pypi/simple/, https://mirrors.tencent.com/repository/pypi/tencent_pypi/simple\n",
      "Requirement already satisfied: Pillow in /usr/local/lib/python3.8/dist-packages (9.2.0)\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "! pip install Pillow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from math import sqrt #导库\n",
    "from PIL import Image,ImageDraw #导库\n",
    "blognames,words,data = readfile('blogdata.txt')  #加载数据集\n",
    "clust = hcluster(data)  #构建聚类树\n",
    "drawdendrogram(clust,blognames,jpeg='blogclust.jpg')  # 绘制聚类树"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![这里写图片描述](https://imgconvert.csdnimg.cn/aHR0cDovL2ltZy5ibG9nLmNzZG4ubmV0LzIwMTgwMTA3MTEzMzIxMjI4?x-oss-process=image/format,png)\n",
    "\n",
    "一个聚类树就构建完成了。\n",
    "\n",
    "我们看到这个聚类树还是有明显的分组的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对特征进行聚类\n",
    "\n",
    "\n",
    "上面的内容我们是对每个对象（也就是每行数据）形成聚类点，然后对聚类点进行聚类。\n",
    "\n",
    "那么我们是否也可以对每个特征（每列数据）形成聚类点，然后对特征进行聚类，看看哪些单词经常用在一个主题中。\n",
    "\n",
    "我们只要对特征数据集进行一下转置，让每行为一种特征（单词），每列代表一个对象（文档）。然后再调用上面的层次聚类算法就可以了。\n",
    "\n",
    "数据集转置代码\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据集转置，进行列聚类。\n",
    "def rotatematrix(data):\n",
    "    newdata=[]\n",
    "    for i in range(len(data[0])):\n",
    "        newrow=[data[j][i] for j in range(len(data))]\n",
    "        newdata.append(newrow)\n",
    "    return newdata  #一行表示一个单词在每篇博客中出现的次数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "```\n",
    "\n",
    "下面我们来测试看看\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "blognames,words,data = readfile('blogdata.txt')  #加载数据集\n",
    "rdata = rotatematrix(data)  #旋转数据集矩阵，对特征属性进行聚类\n",
    "wordclust = hcluster(rdata) #构建特征的聚类树\n",
    "drawdendrogram(wordclust,labels=words,jpeg='wordclust.jpg')  # 绘制特征的聚类树"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![这里写图片描述](https://imgconvert.csdnimg.cn/aHR0cDovL2ltZy5ibG9nLmNzZG4ubmV0LzIwMTgwMTA3MTIxMTIwODcz?x-oss-process=image/format,png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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